{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: TIKE_PTYCHO_BACKEND=cudafft\n",
      "env: TIKE_TOMO_BACKEND=cudafft\n"
     ]
    }
   ],
   "source": [
    "%env TIKE_PTYCHO_BACKEND=cudafft\n",
    "%env TIKE_TOMO_BACKEND=cudafft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lzma\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tike.ptycho\n",
    "import tike.view\n",
    "import tike.tike"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "\n",
    "logging.basicConfig(level=logging.INFO)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup Experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(64, 64, 64)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load a 3D object.\n",
    "with lzma.open('../tests/data/nalm256.pickle.lzma', 'rb') as file:\n",
    "    obj = pickle.load(file)[::4, ::4, ::4].astype('complex64')\n",
    "obj.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0j, (0.00013467284+2.7094511e-05j))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(obj), np.max(obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Assemble the object.\n",
    "voxelsize = 1e-7 * 4\n",
    "tike.view.plot_complex(obj[:, len(obj)//2, :], rmax=1e-4, imax=1e-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trajectory & Probe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N_ANGLE = int(np.pi / 2 * obj.shape[2])\n",
    "theta = np.linspace(0, np.pi, N_ANGLE, endpoint=False).astype('float32')\n",
    "theta.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/beams0/DCHING/Documents/tike/src/tike/view.py:100: UserWarning: This phase plot will be incorrect because the phase of a zero-amplitude complex number is undefined. Adding a small constant to the amplitude may help.\n",
      "  \"This phase plot will be incorrect because \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0j (0.9800666+0.19866933j)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(100, 15, 15)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a probe.\n",
    "pw = 15 # probe width\n",
    "energy = 5 # keV probe energy\n",
    "weights = tike.ptycho.probe.gaussian(pw, rin=0.8, rout=1.0)\n",
    "probe = np.tile(weights * np.exp(1j * weights * 0.2), (N_ANGLE, 1, 1))\n",
    "tike.view.plot_phase(probe[0])\n",
    "probe.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 49, 2)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "none, v, h = np.meshgrid(\n",
    "    np.arange(N_ANGLE),\n",
    "    np.linspace(0, obj.shape[0]-pw, pw//2,),\n",
    "    np.linspace(0, obj.shape[2]-pw, pw//2,),\n",
    "    indexing='ij'\n",
    ")\n",
    "scan = np.stack((np.ravel(v), np.ravel(h)), axis=-1).reshape(N_ANGLE, -1, 2).astype('float32')\n",
    "scan.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simulate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n"
     ]
    }
   ],
   "source": [
    "data = tike.tike.simulate(\n",
    "    obj=obj, voxelsize=voxelsize,\n",
    "    probe=probe, theta=theta, scan=scan, energy=energy,\n",
    "    detector_shape=pw*4,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.791621e-12, 5.937125)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(data), np.max(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((100, 49, 60, 60), dtype('float32'))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(data).shape, data.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(2.791621e-12, 5.937125)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.imshow(np.fft.fftshift(np.log(data[16][16])))\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "np.min(data), np.max(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'tike.ptycho' from '/home/beams0/DCHING/Documents/tike/src/tike/ptycho/__init__.py'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import importlib\n",
    "importlib.reload(tike.tike)\n",
    "importlib.reload(tike.ptycho)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reconstruct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# recon = np.random.rand(*obj.shape, 2).view(complex)[..., 0].astype('complex64')\n",
    "recon = np.zeros(obj.shape, dtype='complex64')\n",
    "recon.shape\n",
    "psi = np.ones((len(theta), obj.shape[-1], obj.shape[-1]), dtype='complex64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tike.communicator:Node 0 is running.\n",
      "INFO:tike.tike:ADMM iteration 0\n",
      "INFO:tike.tike:ADMM iteration 1\n",
      "INFO:tike.tike:ADMM iteration 2\n",
      "INFO:tike.tike:ADMM iteration 3\n",
      "INFO:tike.tike:ADMM iteration 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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0jZm9XnmcsQ/kwDdQ7to8nKSXvSIDrXXFWkunea7XrHEbunmZ0sMTtt7jnm9Pr5OcvkF2avk8vP+kbY+qS+0TPLZiNL1jpgn7PgZ+k/wsWePHultuv2jfbtaq0nNMTocb1Mv5Xu6D3reOSDObp/iE5p0bQ+5pOt2aKBvwCgDnALx1a6LcvP5+AO8B8LqUUhR2IYQQNwWaD4UQR4WDirZ+6ea/9wXHPgDgVQCeh40/94SklM5hY8Ldzl37UjshhDg4NB8KIW5qDmrxePvmv48Gx7Y+O4cpkyWA1wN4835WSgghrgOaD4UQNzUHtXic3fx3EBzr0zlX4x4A76TP7gLwtj3USwghDhrNh0KIm5qDWjyubf7bDY716JyQnPOjoG/qKRKe1gnrg3OqmgCI0Ee7LiqgSdRAXYBMg3vhz1gE7HAm4Q3qVRMkEbVF2O7T8qyCenPQCOmhOTioLrAHCOrOJurOVN3nUZAJcFXr9h7Uo8bg26UbmN/z/bsgHErzfQBAprHguuhuTMJ3GBgWUjMm2Sw/KucL11x/k/ADmw+dQXNwDptes6F1aDjM5fBY3GEATVQ3zsPdSxCc4AIp2tShuQwXUBQEqsx03GfmOAWEVEFQCcPt5dovyCNTMJsLSqT24Dm1aPl7K4Y0J4ymb4Aw6fklgzMvd33OZlIFAVnZDWi6hgKfwvlwwA1S04/ZUH4QREdykA3H/nAfDV46rqrcbesMvwFkfj/SNc6YPWofCkoy77rIuL2GgzIJf2zzX9bobP8s+hOOEEIcNjQfCiFuag5q8fjBzX9fFhz7OgCXAXzmgOoihBDXE82HQoibmoNaPL4XwOMAvi+lNL/1YUrpbmwY496bcw6c7IQQ4tCh+VAIcVOzJ81jSul7AGxtp3UMQDel9GOb6Qdzzj8HADnnUUrpBwHcC+B9KaV7ACwCeCOAJwH8xF7qYerUxKCZ9QKsz9nf/cOvTo2Oq06fF+HujfNsYlBaUy8n69iNhsw57dabBlekEBt37fFWg4rwGZMOlcGewoHbXi52rnF01BhYV1RuqtOyBmQqpJGxNp/DGsgGxvUHgdO3Blq1q2qGr5Hm8UacD5lQSxeYIxt284ydQXODRt+peXJk6kwdlvWITt/Jer1I88haYja05jwi/RhLQFukR+TjkS6Q6xHUdVq9WN8I+DGSqV5VXd+A155zzV29IwNrp8Wffm9VpL2sM/Tm+WCdd9jw5dSODVeJBue790e9Vt/BY5K1mJHBPpXbREc/jb0GzPxtbBjebuefbP77XgA/t/VhzvntKaV1AD+Gja24BgB+B8CP5Jwf32M9hBDieqP5UAhxJNjT4jHn/Modnv8ObOznKoQQhwrNh0KIo8JBaR6FEEIIIcQh4KB8Hq8brCUDYh3bNGo9HYFd6aiiuk3Lsu786Bynn2igp6jTtTXy+qsrg+pZDHzFZs7bjGcu2nR7eUJpq2EJ9UukgxnP2SHQXrOdo3/C12v9jP1sPMNaEneJZ4feh1WDZ19X7n7oFV1/iuq10/7QxCuy5ng4plkjfFBa5hsIp31qosmq8QeNPBrdZ6ynqvG2C+Hxy9qwyE/RefbyQKoZq4EOjL37MukRJ3PWgHE84ztjMeb2mO63W657gXsxsp+xn6Lz+mvg3Ven6XP+k5Edb5d0pk57WN/nJiVpU0kn2VqhuT3y+KRnXTsfsv416pNOuzu9PzXxRPVjga5pMtfzc+Fiozyof+TtbbhTvfFVihBCCCGEECJEi0chhBBCCNEYLR6FEEIIIURjDp3msZEu0Olzai7YhVbK6S2ibbjr9Igsk6G9TcNyXCFTk/G91TSP24Y08J+s6DO/Jyid3/U3MpmxBQ0WKI9iuni1YD82AFXHdpDhos1jOE96xlnfQJMO7+Nrj/Me3JFPntMb1nlpNunXNXnWPVcg0MzuUJcbFrubPtikoO2HI83O1bwFj5L2sZG2cPph17ZRnpyH26ud9HkNMqn1pI287Kicur29m+g5OU+Q5jG8xuWxM110rYcjvNZwQp6W5bqdiIq+37s5t2weVc/mUQypPUfBZO80svbwbrSX3KZOr80a0jjXqUf9sw/6E/cXvhcWG0aaRxczQOXyvtURLpZh+t7xjdje5rvwEdYvj0IIIYQQojFaPAohhBBCiMZo8SiEEEIIIRqjxaMQQgghhGjMoQuYuZnF8E4E28QImS8hQW8ifXNdoEZI3TmBRjiRCLhq5alpBKLhinonBwzxcaYIhNpO17+LMjJ9lksSQE/svYRxGzsM0orMed0lfA19Naxa0/tX+FmNmTmLvw+MBsWy0fAXP9/nutzIuMAD3ya1QSPcXlEAWF0eNcbjAJC58/H45XpE98LXcAANB9nwcZdjUA7NVeWAzLsbBLvUGWnnYMCnkc23GFnjbG7jYkgBMyvrPs/csx/QmCkGFGQTGcSzWXvNHFJMgg40pCzoHG7TcN7hwCb3Pq3pk4HxeBOD8zpcXTldE8QFBEE1Dcaky4PLmVKHJhylaVQIIYQQQuwRLR6FEEIIIURjtHgUQgghhBCNOXyax2tBEyfkfcDrOurr4TSMO6WBdozLcOkGmj5nHFuTJwAUJOkpBzbd6mdKW+1R0feGtiVpO1p9+/1p0rbHJx1fL6cjrdPFRPqlXbTHTuE8ylEDLVaNbnI3/b7WDD+8aOflMI0MoA87TfRUNe3COsJdtWMD7aXXXbF+0SaLPgnlAGDMuxNQHi0rHM/t6RsNxPWqOT1o40QbFuT29N9t+Pzos2JgJ8jE2ss+TZjLqy5Ppz8k3V+a2Dxzxy8Zig61aY22OjL49nNE3ZwavQxr+jFpQF1fia7vWRG803c2qIMzON8Pnfgu3g/7rU/XL49CCCGEEKIxWjwKIYQQQojGaPEohBBCCCEacyQ1j3V/+3d+Y/ug8wo1fSzJo2qVrPkb+noXpB/xmj32E5teT8DXta6eof6CNX1j8g+jry1l31ektWYz6S3ZgjqXrYalXCUNUOC3VvfsExk7VoE2qRxQm5KRY8HWaA20qgXJtziPyOOzos/qdJPcV7h/Ad7XkvsP+2CG/pO70TjWUecv2UCXvHVNqNE9rDTQOdU+HvbDa1Cs05uSVsz5MQLAcDL9HNKopZU1nwdpGsGavjZ18BGd36EODq+LZD/A1CI9Y+EHK89FObr/bRRDr9dm30bXHtkeT6QJzWO6HgCGNGdy+xFpFNSLvCArnqza/OwDP0XXP6iNqdzIk9H1dW4f1jgO2Fwy0KbTOXmma9PUN3IZtB97eBYNxgLXY4dekeG4n3bNLvSQ+uVRCCGEEEI0RotHIYQQQgjRGC0ehRBCCCFEYw6/5jHSm7F8gKUODbztnKaRrmHdZKS/Yx9Drhf7GEbaCKdr43rQNRXVK3uJj8N5/9XsBw14jZ7zNST5yaTn723pBfaz1XM20+4lmy5GVo8SwtZxdMnghD1hPNvguQVSIlNksLk1+9ztZr/lnWocWUfJxwH/XPze1tM1kECgq+U9puu8JINy6+oV6RjdR0fR5pG1YZHPI3v38R7BNftBR+e4fXSdftHnUbCGsU6bPhi4z1J3wZ5DXoepJL3ZkOoR6PGqzpzNsz39XiOdtNM8ksavtTp9n2oAGB+z+1BX7K/IfrPOS7ZeA16xjyHr8Nf9ZFf0p+9/zePflQGg6tb4bXZtHy3chACkNXrWa/3peUb9mGG9r9vn3E6AqeXbuOLxxbfP+mAeb/B+m25MMpHXqPNr3V5JaR6FEEIIIcQ1RItHIYQQQgjRGC0ehRBCCCFEYw6d5rHJHsG1e+2ydKSBVorPKVgr4SUaKCbTz6nd6xqorSvr81gL4TwcEeiVWBdDhYZ5BNvObqcc1WsvnW6Sy2H5Ce1D3cTDkvV2acJa1SAPkviwRyU/J9YaAkD3Eu/LXac58TfDfYyfGz8Xp/UNvjrWeXxm0kk6nVVU1Qbl1lI3BoPmK+hevuCLeZR8HlnXFe2963RuPLAoi6icOt85IjXRTZJWjn360sK8r0aXNGgV6QQXZ+3xUf3ezZN5O7GwppHnx+Exn0drne/NHq9oP+gy2Nt6UrMfdtW1x8e96WUCfm4qB7R/No338Zy/t5L6D5/jyu018MFMdA57JQZ7khc8//H82LXPMQ3rdabsG+q8M9k3NMDtD95is9zgBcrwe4vnXRenEbTxhHxAt49BaR6FEEIIIcS1ZNeLx5TSV6aUfjKl9KcppcsppQsppftSSt+dXEgSkFJ6zebx1c1z700p3bG36gshxI2B5kQhxFFhL788/k8AvhfAHwP4BwD+MTZ+XP05AG/dfmJK6bUA3gGgB+CHAbwFwCsBvD+ldOse6iCEEDcKmhOFEEeCvWgefwbA9+acv2CmlFL6GQDvBvDfppR+Kuf8sZRSG8BPA3gYwMtzziub574LwIcAvAnAG/ZQDyGEuBHQnCiEOBLsevGYc35/8FmVUvplAK8A8CIAH9v8/3MA3rQ1SW6ee39K6T0AXpdS+oGcm6hG63EBDpEPKGtJdxEg48p1hqw19WqAM1cOlP58DgeZuEvYrzkKKOJewQEgFAwz82RkjGrTg2O24AmZc4fBLTUBMhMqwwcc+Twrujd3r+6C4LOaNuws23R7pYEZN+GffXTS9HpV1Bf4zwxVEOzCAvna4JZIZ+0MvKe78jeSau8wyA2Ae3ZbwT+7GYtNuFHnRFOfINDABaZkDlRhd/mgU9QZevNf7aM8yMDbnUMG3rkTRNmxQXWXJwmqBwXh5Ln6jQZaK9OjATvB2C3IFH1EQSXD42SCHRj4c1DNzJO2Ht2nrMl6NWPbpwqefaI2LcgEnIOF+rdQeyLe4GE7rfX6bswG1s5U3gUH+jyqnm3DNKK6ctBNj4KrBjW7PQT1YJyZN4CqTfWoMeF38yXgJm8+Jxc1kz2AXFE52/vkLtY81yLa+hmb/z61+e9LN/+9Lzj3AwBeBeB5AD45LdOU0jlsTLjbuWuXdRRCiINi3+dEzYdCiOvJvi4eN7U6rwfwIID3bX58++a/jwaXbH12DjWLx81837zXOgohxEFxDedEzYdCiOvGvi0eU0o9AL8C4BiA78z5C05/W8ZafiNSoE/nTOMeAO+kz+4C8LYdVlUIIa4513hO1HwohLhu7MvicVMA/ksAvg7A38k5/+62w1tCjEhM0qNzrkrO+VHQN/XA/cJr1KK/5TuNI2l8arR2Ec7Qm2VCu1AvOb1ZIIWYBLIfcwnpPJwZa2gUzXoTm2RD60ifw7TWbT3Wb7EFD4OeWKdNcwbfDbRsrE2tap5tlGc5sBex4Xd3yabLYaRVnV6vcb30yvVLNp1nTWN2OhmfZWY9Yo2+MzKu577vtJhOFLlzo3Em1MzyZxX9ew251nNi0/kwl+y030RLy/2kgSmHMxrngUaHQ/2d/ayatwbfaWgnu/GCb75iSBMt6zlpjLAp+GjBa/qqNhl4k/Zw0qV7CTRrbMbtNX7uEsdw3rZxObDt0Vqm7yJuHg/qxe1F9E+T5vGY7wu9y/bheo0zXdDgnTyetW3K7xj3jgIw6fFkZZMFaRqrLulMu/5lyu/PgsbTZNH2wdb5Ky6P6rj9HlgMbT2cHjjQovOc6q6p0VFuZMJze7rqsSbs2SQ8pdQC8J8B/CUAP5hzvodOeWzzX9bnbP8s+vONEELcdGhOFEIcdva0eEwplQD+I4DXAvgfc84/E5z2wc1/XxYc+zoAlwF8Zi/1EEKIGwHNiUKIo8BedpgpsKGv+esA/mHO+Sevcup7ATwO4PtSSvPbrr8bG6a4914LSwohhDhINCcKIY4Ke9E8/gsA34ONb9EPp5S+m45/JOf8kZzzKKX0gwDuBfC+lNI9ABYBvBHAkwB+Yg918LD0JtJ11XgmufMjkUadFow1PlE9WINAkgunJwuEXexbyOWy1oa1l+wFCHidBxfLXpJch4hx12YymrfHR4teiDaZIQ+yvm3E7gWbbi/bBmv14WB/yckpW6/hcVtm1fP1Yr801kAWI1+uo8Zb1G18H2XBuimnK7PpMWm3oj7J/YVx9Qw1s3xRTTq61TqvSFdokAXXbfMc54W6f9x4c6Iby4GeKtCPGUjPGOpL3TPmvskTpM9ksmA1jpl8H/OsPT5c8Bo1vhf2GO2WXN0AACAASURBVOTjxcAeLybBeCdd5HjGdqDRHGkRA41z1eaXjk2WQ9INBjryDmktnX6dnlO5an0gy6Xg+0iLNHxzVuNY9m29Zke+Xq018srkuYuSo3k/AFnTOOnaeymoTcu+v5fWmp28EnlrTmbtvbGu0nlLwt9LmzW0PHYC71HWOKYRt5etR+jxW6cpZni8RRRX+f+G7GXx+FWb/74UG9tvMT8B4CMAkHN+e0ppHcCPYWMbrgGA3wHwIznnx/dQByGEuFHQnCiEOBLsZYeZV+7w/HdgYy9XIYQ4dGhOFEIcFfYcbS2EEEIIIY4O12J7wuuK02Q10FPV+jg28KWqO15Fmke2B6vRYvHepkCgtSTdxmiePMnICyvyF+tcoTwWpusVi1HgL8e+XXOU5wnSffSCirDubdU20MxT9oRTH7PWeK2naJNpAOPTCyZ94UXWg2twii7oBFrMk/azlQX7cNdP23p2LvuH7/SJNBK7l2y6teY1Lv0ztFcp5dm7QJoo6l9j9kVDoF1zvo7TdZYAkGo0n1xGkzEaafWm1Ss+qf6UwwbrqxD5wjpvz+kmm+F0SOW458F7SLf9q6fga2gumxyzmsf2qhfoFqSFK6heg1M2j/Epq4NjbR0A9M6v23rM0p7RHdbBuSy8D3CgrzP1iDSPl2nf6Z4d0GvPsHMZz+2RjpLr7r0R7TXtFd/mbm90Kod1pMU4mA/Zx7E1XbvaWvWTzOCkFbRzveY+ayfVFmlZ2fcR8DpSnpdK9tYMcGNj3WpRE+kkeQ/qONOdT2ZuLthOTX+M0C+PQgghhBCiMVo8CiGEEEKIxmjxKIQQQgghGqPFoxBCCCGEaMyhC5hxIuFAvMzmwVczE75qOoDzaGKcHQXATCMKbmFh9cod9vjpr3rCpL/1GR826U+s3Oby/P3/8iJbbk0wQtkPAi9Iz9y5Ys/pPUUGrYFbeUGGtF0K5Jl/yLqAtz9n73Vy6bLLs71ywqRPlvb+26tWdB0ZEefW9ACi4TEOOAraz5mCkwnuwHao1WAX5G969QdNekCd7vff/RKTbtMzaK/4PMF9jMdKRcEVUT+vM91vMr7qgto4mCoKUriKPjw699BCgSphU1PgQO1PClH71fSTRGbUzvQYgbk0VYv7TWvZBh4AQHnRduord5816UdebTvOC77EbiH+0EU7PwDA4m/aAT73GAU8UD/jeQsASjIjb12xgRZsaJ2LKMiOTK/J0HsyYxusIOPxsu+DXSY9ChrpkNE4ByCtBdFwwbOcRmSCXdGz5/caBxhdeY4NDgKApdfaZ1+W9v6Hv2ijIWcu2PZoX/H9qRja+5/MULAUpaO5j58tKFjMBahF8yf1h7pNJMKArGnG4U0CDrlKO75CCCGEEEIcWbR4FEIIIYQQjdHiUQghhBBCNObQaR6LKT6YWwTyOnu8xaa5wUn8GWl8QBq2JsaxBclJCpKoRHlcebYt9xu+8SMm/XfO/r5JP6dldR39RauBBIDbXrFk0r9w/9dQobbbTKzvLgCgPbT16izZe2Uj8jIw52317Q13Ltm6t5+w9cwj24BF1+oXo3Paj1td5OJk0aSHx6yuCPDGuhNKr52xHWz1mf7exj26/z7nac9/+Z//qMvjn936fpO+WNn2edm3fdakf+P83Sb94M8/z+XZu0g6oXnW2tjz+d4j6szvo/HlPHDZvNhponwePH62yjlSmkfWOTmBd3BOmq5PTOPAKLokDTM1ckVGyJH+ik2aS9LXtVZIa7jmDZqXvtJqHJe/+4pJf++z7Xz3pTNW8/jYrV7z+LOtr7f1+s92jmivkgn20N9bGtE5pD9MK3aDA9aqAnBtVszYibdFutK0vGrSed2anQNAOTdnz1m06TSwzyCvUj0BpBYtI1jTNzdj0kXHTwgT1pZTEw5O2uOr32nnfgD4By/8HZPu0KTwez90l0m/94HnmvSz/zeXJYo1r4PcDpuI59KPr6JPbcgaY3qudQbyG5lykAWP8yCPyZSJb9qxq1Vhx1cIIYQQQogjixaPQgghhBCiMVo8CiGEEEKIxhw6zSMT6ZtKkpNEmr3tRDKhxJICOod9DmPNI2VBUqIWbUo/aXtx2HNf9YBJv3D+cZNeq6zur4St2DNaVuMCAN9+7EMm/QsgzSOJ1Iqhr1f3kv2stUb6TvZGG3uNBvulsUY0d0knc+KYy6MW0uewJ1cZ6JecvotOKem5RRrb3KGL+vakCWkiv/XUn7g8usnW/Ulq0+d3rO/l11L7fPLk812eMxdsuqRnMCHxId8rAO9h6XxV6YRA8xiNOXOJ6z/15+St7rIze9WbGqdZK31nTOtW15XnrUbN6akCTVaiCdH5FLIGK/AxZKFrRR6EibwSJ7eQwSqA1vc/adKvPfspk7579iGT/tquHSPL3cd8vV5gkz937JttmdZuFpNu5NFIcwLp3tJxey+RnjPP2rl8vOA13dsp5+yLLfLrrUizN5mbrj1sLfmXZeYpknWAbZrbur4PVvRu47iDwYLN83uf919cHi/pPWLSD4+Pm/RfO/VHJn17z+rd33nXf+XyPPlxm2ZPxqpH74LgPcb3z3kkep+mSaApZhE4j8miXpcsn0chhBBCCHHd0OJRCCGEEEI0RotHIYQQQgjRmMOveWzgmeQ0WLykjpbYdX6SvPduIEHw9aAiSAeyfIcXa71k1uo2/s1vv9qk/8+zVjvzhrvfa9KvmPuEy/OXL3+1/WCZ9kxlPWdwbwXZYxUT9uWz6da612PwXqPsjeb8slgDGcHaDkoXA9rvNOg+ubRaownpXiqqhtPHAkjDYuo5vDf6n67d6fLoJOvj+OOf+ssmvbRqtWs/+uXvMum7v+X/c3l++mdfaOvVYK94hvsx31vom8p5kCzK6Rf5uJeIiYgm2ib2dRzR/tgTP/k5jSppK9kPj/WLUblj0t+VpPt6/Ou9Xvs1p62P48+/6xUm/e9O2fH9Ay/7PZM+Vnofwz+4aP1QWePIY4J9YAGgGpF3MOv+xqQj73t/wTxjzV/dXtXOHJWub7AHdbFOc6zzMQw0s5V9lqzxG8/b5zie9XmMZm05/L5g3v30l7jP1irbPv/uoy+zeRb2Qf2Hr/23Jv3I93uPz8/+4y816c5l+1xYv9lZD7SqvL7g+ZCOp2GgeZztTD0ns852VL/g2K7DZU1uE/TLoxBCCCGEaIwWj0IIIYQQojFaPAohhBBCiMZo8SiEEEIIIRpz6AJm2Gy6HHohKItz2ZCUgxVY4Ap40X8UFFFH3TXjWZv+c3/5w+6cmdJGr5z5IJdhgzvedv83mfS/vvUvuDzbV2z7zJIGeMLetMF9jEnLPhpMFw3zM4hwRqklBzo1+C7EAQMcyEPH2UQX8Ia23J9G82Sk3fcNVPbpnHUSzJPe+Rd+wwr/AeA/zFlT2xMft3lwOMG/P/H1Jv1tt/n+9KHn2ICZBetB7wNmgsfmAmT8Kfb4LgJoKnr2uQjamMf+Zv9pErx2aGhxwwURT10rxgcZ5fOYSVEwR8dOVhxUkysOEAs2BeAgABp7fPzLv90HfA1o8r7jHesm3T6/bNK//BI7/62d9uO9vWLruvAImao3mHbaK3aedgFD7Km+6IOBeFOE8oK9lzxDgXxkIu4CNxBsirBCkz09p8mCNwlnM3cObCwpCCcy0i6Htp8WI1uvHm1e8PRb73B5vP30s036ufetmPTgpG2PN5/5VpP+rnPWRBwA/vSOLzfp0xdt+7To3hAFnnBAzIQNvusnQA6Q4YBTng/duAeACc2Z26J+o75Rh355FEIIIYQQjdHiUQghhBBCNEaLRyGEEEII0ZhDp3lsr9ULrlg/xZqVOpPjJjTRhlWBLGE7S9abFq8+8TF3zkfWnmXSg+O2oBZ53s4+YW9m5ryvWC7tOaM50uOR5ClHvYjvn+VnLD1kk1MAFZnNFqQncWa0c7YirE0EvN6mvWK1JMXQapEqNvNFoL2ke2G9YnslePh0TUnGw9xfFkl7CAT3x12fnssDf3a7Sa+d9Zqxb/ivP2rSH3z7i026s0Sm6oF+kPu+M/RmXVBgbuyMl7mP8ZgNxhLrn4vNR9sKdNCHlVySyXOPBcvesJqvKVbZnD8w48/Tx2YTE2LWAeZF2y+e+upFk/6hs7/k8nhifMyk//C5LzXpRdJRLn5yyaSP3e/1nBXp/IYnbNoZoAf3OiFdYGqzibq91/EZErwDGM9R3Zfs5J6WrMavJH1raPA9sPfLetbJGdue67fZjQcAYDxj6zX/sJ3Mqg71wRozcwAY96a/HE987Ir77FiH3hc0l49nbN0f/ugzTHpy+x+7PO/8rs+Y9KOr9qV87DP2GXC/j+DxxRrIasaPLzc22LydNIvVnB/nxQq9ZIptfXJcX2+X346vEEIIIYQQR5ZdLx5TSs9KKf1cSunjKaXLKaW1lNInUko/mVI6G5z/mpTSfSml1ZTShZTSvSklHzIlhBA3IZoThRBHhb382fosgGcB+A0ADwMYAXgRgL8D4DtTSl+Rc34aAFJKrwXwSwA+DOCHARwD8EMA3p9S+uqc8xN7qIcQQtwIaE4UQhwJdr14zDl/EIAzn0sp/QGAewH8DQD/MqXUBvDT2JhMX55zXtk8710APgTgTQDesNt6MK1Vqw0YLTTQILDGkTVbwe+zTtPoMqVkJHujqo1n7Ulf/w1W4/hn61ajAQCfWT1t0pdeQh5bC9ZfrNOxx9eXvG9X70Hr+9YiqQT75LEGEgBa66QtJC1qe9U2IPtWAUAxoHu5TAJO8rIazVtN1HDeP/vOFds/WpetDxyGtr3Kct7lwZ6U3WU+g+rlLduQyZerIqs91vjx+QBw5YW2rvNnVm25I1uPswu2/c4PF1yeJzs2j5Js3wpbZKg1dNSMlXAssSySbPFc+zSwKSuHGwWxh9x+cSPOiWlMWqmgH7EGy59AesZu8NogHZvTfrEOMKhHMbTPZXDcar/a3/qUSd9aet3byZK8/b79skk/1Ld5jp+yc8bcQ75D3/JR2+lZa+w0vRN/bzxntNbpuTTw2Rss2uc0OWknlhbrFy/TxBR5fLIf58njJr1+my1jOO/7Co/fok/t1SH9XXCrrJscLrAu0J5fDr328vxX2nJWn2Uv6t1m57a//QJrivzy2c+6PBdute+HtySreWSfzMmc1ysWg+k6+oLm2IjUmq4p5nflJNBNlhfsczHjnr1dG3AtNI9b0v4Tm/++AsA5AG/dmiQBIOd8P4D3AHhdSmnnak0hhLg50JwohDhU7DnaOqXUBbAAoAvghQD+2eah/2fz361wt/uCyz8A4FUAngfgkzXlnMPGhLudu3ZRZSGEuGYcxJyo+VAIcT3ZD6ue7wLwtm3phwB8T875/ZvpLX+QR4Nrtz47h5rFI4DXA3jzbisphBAHxEHMiZoPhRDXjf1YPP4WgFdj45v2SwF8C4DtQpItw6roL/t9Omca9wB4J312F+wk7bzdJoHXn9NH8RbJpOtyezkj8H6syTOCy2Htw5fNP27Sn1i91eXx1LrV5H3J8x8z6W86+2cmfWfnaZP+Nw/7PZM/tfJMk66usF6HNH8XvV6xc8V+1lmxmgrWpkY6tHKZxJZPWM0TuvbBFLdZDZ/zBgRQDqic8xdtOtvjBe/7C6DF3nmk33Jbfwf+aiPq8SOSVjpdaeCn+Be+wmpiv+Ok9Sn7cN96gD7cP2nSf7Z0m8uzoI5Nl3g/yoBaDXEDnzdXrxrNY7PxtnFvUVvuMwcxJzaaD/Oq1WylyKOR9FHFmtXOse+c25cZQDVLPoakoWJNX+SHl0c23zbNEa86Z31Jj/EECmCZzE1/5sX/yR6vrMb73Uv2x9pfP3m3y3PyKdJJkj6P+yLrvQGgRZpv3u+Zx0QKTIA7K+QNyeOI5plqxeo98zrpuwEkmkPRo2c9mT6PA18cV19IX7HlFB3bQLkTBRHYuk869M7p2zLWT/t+PPfnz5v033/O/2vSx0ur+f62OauP/ezIP7eLYzsxL99h63XyY6R5DHyBW1fsMK/TGO/GV5opAg2j85dc++JknoYNhJfEnhePOefHAWytcn41pfRbAN6TUhrmnN8KYOuJBUswbI3kteAYl/Mo6Jt62sVLSAghriUHMSdqPhRCXE/2PWAm5/xeAI8A+FubH239FMb6nO2fRX++EUKImx7NiUKIw8a12mFmBl+MLNyKh39ZcN7XAbgM4DPBMSGEOCxoThRCHBp2/WfrlNLZnPOTweevA3AKwG9ufvRebPwJ5/tSSj+1zdPsbgCvBHBPztmLaHZJtEcyw3v+socUE/nQsW6y7g9GUR7sfbh8pz1+cRwYBBItyviZc1bn8pyO1YGsVfYvZZ/+sNU3AkA5oH1W53iPYNajBPUijQprZ7wurl7okclvrqjRHu6KRBVr+f7kNbOkVyJNXdS/Jj1OU3uNWQPl8/iSWTv8zrWs791yx2pEP7N2xqRzYI54y4z1hiteZTfVfvQXn23S7VX/3Niz0vmk8pbcwWMr6vZG5zaNfFRZZ7eZjnxb94MbdU6sg33nyku8lzXpGQO/QOc7t0rmrzxGsu83ifwB187Yco+VVku3VHnd2+XK+v89p23HxGPke3llbM+f/4D3D2wvWz0YexCyh6PTVaPeW5TnLva4BLyeH+wNyXtZD+0zyONoI3rax5y0clxv7itA4Hs5a98xfG+Rp+W4O11HygznfR6nuvZFdLrlfUC389DYah4vVF5F8sKujTv4lm+zBgkf+/UXmnT0HmP9L3syVuSbmifRYoH2iid98GSOvJmftve2cRE9h9Uv+l7mcQMxO7EXzeM/Tym9CMBvA/g8gDlsfGv+q9iYGH8cAHLOo5TSD2LDJPd9KaV7sCEefyOAJwH8xB7qIIQQNwqaE4UQR4K9LB5/GRt/hvkeAKexsY/E5wH8FID/Nef8hZ+8cs5vTymtA/gxAG/BRpTh7wD4kU1xuRBC3OxoThRCHAn2sj3hb+KLf4Zpcv47ALxjt+UJIcSNjOZEIcRR4VoFzAghhBBCiEPIfpiE31CMZzkSw5/DAmcW37uN7hvsGc6ifxblRwLgpefZi779m60Y92vmPmfST3SPuTwe79mN7M+SQHyxsELYp8aLJt07778/DI9TcEuXAlXIT7Qc1ge7THrF1HQVBDqliRWvt1bo/lv2QbVWrRB5NhAvt5etiDz1SNzds8Lj0XGKbAEwPGYfJgvGub+EwUAsXqb+M5m3mQxu9fETXz/7aZNeICftc61LJv2lc/avoac7XlR9W8cGXD2zfcGk/95z7jDp458ITPjpUdaNjUZwwEyTMUnljHsbFWED4sNMatUYSwMbf1yfRhDc4k6hOTVzoBkFzHFwBwBc/JrT9pLXWQP/29u2Pz8xsXMZAFwhE/DjhQ2yOT+xGwk8umbnlNP3eyPtOtgUvLXux2q9KXh9G3MgTjGkcvp2Yk68OQEbgsN7gyYylW+tW696nvs26kXviyDI0JQRBA+1+vazcY+CuOgdM5qtH8PL9P5YpYCYu2nDDA4mBYAhLQa+fPZhk/7DF3yNSc8+7s2209A++xQY5O8U1384yCYas/xZa9uz5EVPA/TLoxBCCCGEaIwWj0IIIYQQojFaPAohhBBCiMYcOs3jiDatj/RVbLZalWxgCzoe5DGic8gYuSIj7aGXK+L1f+W3TPrvnbAatk+MrH7i+WT4DQDLpNHrkUP1LDtWUz37ZyLDX9LwLNtG7F0kDWTgPcsSCjaGnZAH7qTjG7kY2coWK3aT+jSyBZfLfUr7erFha+7airDB7XjG12s0R32M5DflaHoaADpLtg3HpOHpL9h6thZ8Jp8anjXpF3UesSe0rH7pJb2HTLqY8c/+FGnEeiQIfv1f/D2T/o/nX+3y4HtjTajTIe9Cgsim8xHcB0edjec2Xj0635nzuN5rvHWJdH40Vot+MMCJxHMq6bpaa7aMapYmIgArr7UD9r9/jtWAs/7s8sTq8QDgCpmEX2nZ8Xxra8mkb5uxGvEHW7e6PFmjx8b4ZZ9NoAPNI5umcxlkkB7ptZ3Z9Lq9Jh+zek6cPWnTkdaOzKZzjaH1zHk/WMs1e2/Fkt2WvVinObYTLDvYSJzSBWkeu1d8+zxw/pRJX7nd9oVTpdV4LxS2PS5M7PsFAB4c3mLSy7S7w/lvt+/oO/+1ywKgMVisTe8LVfQuXCEtJWseV6jPlUEMwTrlMfPF9kmF13vWcXRmUSGEEEIIsWe0eBRCCCGEEI3R4lEIIYQQQjTm0GkenV1RII0qSHJAMpn6PAFk9oZke0nns+S1In/z2EdMepCtNqTfwHtpLlndS5sM8NayfcSzbNJ4S+BL9bTVPyw8YI+3V+jeGvjAFSO+ho4HsqqStEO+TS28WTwi77RiusCO84g828akeXSeg/XNga6VWjkf0NEC+WI+5f0mf/x3v8OkX/AaK7g5XdpGbZP+lfvOxjn2ZthO7TsX/9Sk/9O61zyS1BITktM4HXLwSFhHmuga1hw3afOtNo40zIcW7u+BFqpYs1rhyYk5e5y0xLlHgmV4bRzr81Kf/FUDL8AXn33SpBdIf/v46IRJn21b/SIAPDSwureKOtK3zH/SpG/pWh3co8tej8YatPYqzUusvw28NHNh77dYI0/Goe3Q5ZL3m2StIOtGRws2PZ4lj8/gbc9awvaVQKC9vV7r/jj3D7C/JGnTWWcOwPmAtqiNq45tv7lHfPu0fsFONB96rvWk/Vu3/IEvdxufG552nz09sjrSF5PP4zc857Mm/eT5My4P9mDMpCNPpCnOc759nFaf+hPr/6NxDvaC3H5OuXPhuX55FEIIIYQQjdHiUQghhBBCNEaLRyGEEEII0ZhDp3nkPTB532oAmHSn/30/2oeaYf1Ine6tDKydnphYbcgzS/ZotOcvZ6+F6FNFbi+sxxZr2Jh214sNx7THZ0mSFvbgiqSZacRekJQm6QwfB4A0JJ0H6zJatj1YFxJu2ktaEXStToj3DC2CfVjLfgOB3fY8g/7E5ZQkPfWaPt9nZx+393Khslq120l8uEBi30hTe3lsNT6ny1V7nPpG/3Swf7i9xI3BCVn8hV20Zn9s1i0XwTjnNtyS+ET62kPLInnXBXq8yTHbb6qu7bBpQD59rGkDnGbNzxGk0Qp8Oi8OrG/jCzpWAzlHD501vABwefRsk+a92i/S5L5OhrODW7wAvrU+vcNUtK931fYDnnVvrK0en7LPwM9lsf/fNLiNef9xwPvvRv1jO5NAj1eXJ3tc5q6/j9wmTSi9D2ib6nBenv+Y7S/LI6sTn6UJ4Y8HdmywvhEAlsc2j3Mtu7/6iATU/TutLhcAZj5j99AG7Tfv9K4r0QuV90KndyP1uWre+6iWHDOwTSeZx9rbWgghhBBCXEO0eBRCCCGEEI3R4lEIIYQQQjRGi0chhBBCCNGYQxcw01lmM01/TkXi3MTa7cziVJ9HlO80ovM5YGECK6IeUKTFcuWNoj/ef4ZJ92Y/bdMUrfCrV77CpIdrXljLVaW94J0JdGy6PF14XbCYOwh4cCJzEpFXZDZbzdV3Z/esKc+CzIwjA3Q2K5902CGesgiePceqlBRgNPOEvWj9jK/HgLTZqxTMwjEJy5V91h/tP9Pl2aegrFfNfcKkj5PJ/JmvfcLlsXTpNpP2AUYNDGm5SYP+YU4PYhpafftsy+FGue216UFkh4nJKRsUUAXm3Ou32n4z+7h9xpNFe5wNwcNyZyiYjTtj5Z/BmZllk75C893plnXW/3j/nMvj4tAG3azN2D5/P82Xf3TeGkmnk34ym3/IBjQkDv6jzQiiYJeiJuhm0qufu4qhHQRs2N1apudGJuKTGV8G59laoeAWCtQYHyPHfwBjMicvKNARYzLF5s0cABQUUMUBch3qP1E/Ht9pDeK75UWTHtFE/PvLd5n0Z1ducXleoiCu9inaeIEi9R78Jt/GL/j3FO3D75RWfTBZpnNym9YONN5Gi74ebbqmdWnbi7yqD4Ri9MujEEIIIYRojBaPQgghhBCiMVo8CiGEEEKIxhw6zSNvqD6e8xoW1kexnorNhSOTZzYSr9NkRTKvTw9vtXnm8yb99ksvNelH+8ddHk+tW03TRxaspudkxzo2/8rvvMykW5H8i+VJzlzWnjDu+ZvjNi5KPm6v6fYDHQxrq56yBq3lvNWjjE8v2lq2/bNPfTJkXSJH6zUr6Cx6XhOKY6Ql6pBJMPUNZ26OQAfJMpg1+iD4mjc4a++lT7qVj4+shueXnrb96ZFV359O91ZM+q7uoyZdUUUeecKb4h7j8VNjiD7xMiqw/zPrjmvHG4ByQG2YNzIp+0dH88iGzf0zvrEHi/aZzj1i22e0aPt7J9A8sk6rIN0fa7Z4EwEAeLpv57J7n/5ak+a57E8ues1uRWK5hfYZk37/+vNMevzLp20ZD5KgG3Aatf4pO8A7V0iLGMz1bILNadZRDwPNWu+8bfdizeoTE+u1GTYEhzfwLq7YTSbyjO0vKfv5cDRr61qySTjpTtkwHvAax9ExO5e11mwbc/8CgEmy9WC94mdH9ll//Ip9/z5N71IAWFq3utsJzX8PXLE6y2Of9m3MGs/Jos2zIO0qjxUAKJbtTh3j4zaPMelZh/NBIAI1Wdn/Yhvnyc6XgvrlUQghhBBCNEaLRyGEEEII0RgtHoUQQgghRGMOneaxIG/AquVv0enNWKZAx5t4OjqNH+m+WMMFAL97yfpMtU/akx5cO2nSn75gNRsAsLJstQ9X+jb93BN2U/be0/Zmo3trWdkLihF7bNnjkUWU81NkXSl5pbUCH7SC9IjjC9a3q9Uhn0fSfYzm/bPvPmUrki9aHeXk8pItY8Z7a7bI62w8ZxuRfR8nkYUWtztLeNgrMtBRFbO2zUpq9EdHtv/8yRNWD7u65vVvFxesJ9nDJ62m5+nxgkm3HvN5tFdsPUZz5JvKesUGPpjsA8r9q4mXZmvT37EM9FKHfMSg9gAAIABJREFUlXLNTkST9ow7p0362oK9/kjjW6yQaBVA7tlOzjou9j4cH/Pj6pELtr8+544LJv3cntWEP9C1fRMATnSsZvEr5h8y6XcPX2jSM5fY55UmbgAV3RvrSDnN+mXA6/yqru2caUT1CDSh7cftXMX+idWS9cEsAi9NJq1aLV2mPNLI6gZxwvcf1iOyxrvOozA6h700x7PkUXjF98Gqbcudb9tzFgt7r6e69kX3rDlqXwBDetndWtp30rMW7DvpgSfP+nqRH7HTfLKvY/S+KKe3TzFiT1s/IZYD8k0efvH9EXlv1qFfHoUQQgghRGP2dfGYUro1pXQ5pZRTSj8UHH9NSum+lNJqSulCSunelNIdUV5CCHEzo/lQCHFY2e9fHv8VgHizupReC+AdAHoAfhjAWwC8EsD7U0q3RtcIIcRNjOZDIcShZN80jymlbwbwVwH8KIB/TsfaAH4awMMAXp5zXtn8/F0APgTgTQDesB/1YE+5iKpkX77pOsAqsPrz5dp0SZZb0d67n7psNYyvOG71Y8+es5qfiAdKqxM6t2A1e+x7NiYJS+GlI2it0l6tJMmYUHtUnajNKY+K2pheqdFepblrCypP2XsdvMC+Yy89n7SIs75e8+T7efwx6+2V1kkD1PLvfu4vLk2alUk3aB/6iH0dnbdotEf7wNbtgyvPNukXzjxu0s88ftmkn+7M+WrRw35ydMyk/+/HvsykZx8PvONob1vXHmF/sdT5qHKepX1sALwWLW3uQZyqQJS2z9wo82FaswO8HAb75vI+4gPSPLLP68Tro3KL9lWft2O3dZl86ua9sGs0pHFEg+Rb5j9p0oUTVgMvn/mMST+nbcthze6Dcy8w6fIsTZDwWjG3Nzo1D+8XDQCZdNDsi1n27Qsi8vrLNDelDk/EVK/BdA9HAMCQPAa5zKHNg7WaANBesn2s6pRT025vZwCTrr3f9optj8FJ3qfb95/BcTtpsAfyHS2rafzvzvy+SfcC81j+7IN96y16cWDn0O7FQDM7a+s6nrP1LAY2Hd0b+zxW1J+KAftgBh7HPO9t74O7mBP35ZfHlNIsgH8N4B4AfxSc8goA5wC8dWuiBICc8/0A3gPgdSml8Bu6EELcTGg+FEIcdvbrl8cfBzCHjW/ZdwfHt7a2uC849gEArwLwPACfDI4DAFJK57Ax4W7nruhcIYS4jvw4NB8KIQ4xe148ppReDOCNAL4v53wpxX82vn3z30eDY1ufncOUyRLA6wG8ebf1FEKIa43mQyHEUWBPi8eUUgHg/wJwX8753085dUtIEijs0KdzrsY9AN5Jn90F4G119RRCiGuN5kMhxFFhr788vgHAVwF4Sc15W0pd7yi8EW24/ZyQnPOjoG/q0bd6FsmzGTXgN6EPHZhrDjtTcEqz4J8DIgDg/P3WUPTn219r0nMtK1Z+1pw1JAW8Ke6gslKpT1y0ZQxOWWFt+7KXvaYaw+rhcfsBB9BEF3GexdgeX7vFd43FGRsgM/OkNahdvdUWPDhJ9fI+xFgb2fudeZ5tn+JZt5j08jO8Ke7aaZvHyOqy3bOPlMVsGs/9h9urXA/6+tNWWP3rf/SVJj3+6g+b9PMWnjLpk11reAsAT/ftzfzGI19u0hfvt0FeJy96I2IeL84gn/TgBQWXAb4NnQk4DaeCjXZx9aCsik16948bbj7kIAo2dAZ8QEyeoUC1PpkLD3xQAIv8EwVNTWZtnp0Ldt4CgJkP2eCsdy3bvve8P2dNwttBgMMzKdDkTwc2/d6nnm/S3StktB0Ec5W0xO8fp45Fl4xng2CXqwRvfeF4su0znvF5LCRr8t9asc+hHNNA69ZHema6JvXspFndYp/J0nN8nr1LdrByACHPZZ0r/rmtnbF5zCYOQqS5fdYvXWbP24nk0d9+lkm/92/aZ//SmQdMugjc3f9seMakf/aRbzDpx37XBtA8c8WarAOBSXqdyXwD2pdsAM3wpH1Pleu+jTmoZq/sehZNKR0D8E8B/AKA1ZTSnSmlOwFshcCe3PxsBsBjm5+xRmf7Z9GfcIQQ4oZH86EQ4iixl6/gJwAsAvgbAB7Y9t9/2jz+jzbTrwDwwc3PXhbk83UALgP4THBMCCFuBjQfCiGODHv5s/V5AN8efP4iAP8EwL8F8JsA/gTAJQCPA/i+lNJPbfM1uxsbxrj35My71wohxE2D5kMhxJFh14vHnPMagF/jz1NKW07EH805/9q2z38QwL0A3pdSugcb39LfCOBJAD+x23owkx7rC/w5TtNHsFaq8BIfp3NhuQSbPLNuBgCOf8qmHyED0uGireiTX0riOgBnZ1dM+rMXT5l0/1NWs1K0asyoAUxIicVm26xxnPQCg1Fqd2dETM8gMtIuJvZB9E/a+x8uTteKRAbobC69/Cx7s2zeOzjmO1DfNjEmszUGq1HzUJ8aHrP30ns6U9rnwRrP2Sfsw7zvGXanu7Pztq9ELA2s5uniR6zG8cQn6ILo1vmx1KSj8Vjw0onHV4O/mbCWaDS/0Z/Go/3XPN6o82HqWx1Y97zXGg7OWL1UGtMD4WccGOe7ciesebQDr7Xk63HmQ1bHNfuEnWj+j8t/0aRPvMgPioduszrp337ohSY9+tAJk759iczLZ/29lX3bGfn94OayQDdZjGwj1m1MERnZc90S6/nPWb121SXz6V5gHE3zHRucZ9YH17w7AWDcs/fWJr3/aM6PP9Y48znsB9++7Cf38YLtL2c/aM/5z9/4UpN+R+fF9vzessvz8fVFk37kvfYd/Yw/tP24agf9Z41E3cdsPTNdw4bxGx9Se4zsc3Im823fxuWqbQ+zGcAwKLOGa6YcZ3LObwfwV7ARYfgWAD8C4L0A/lzO+fFp1wohxGFC86EQ4mZm37Yn3CLn/B743xq2jr0DG/u5CiHEoUfzoRDiMHJgvzwKIYQQQoibn33/5fF6s6Vr2iLyeXT6ErdR+3Q9yka+lCe3ZKSTJMqhLXfxc1QL0n2tPmI9CQHgsy37WUlSouOrtoxLX2rvbRzo9dZut+dwnnzvkbKfc3Xef+z7GHj9sS6wqpFaRXkw3KacZ4vK5GcEeI9KZzHYxLaLGmRMdpLLd9p01Qn6MaVnrA0e1j9gNVAPjW06qic/p2NP2lJYIxXpu7wGjMpgPWzUXjVtyhqoHHgcso6q2tRijdeP0Hfmtm2Ecsl7exYnrM6VNVg8P1aL3r+8JA+5KtBcmeOz3i+Q9XZzj9vBuPg5O/Fc/Az1ZwDvW7OC5MV1W/e5B5dMmu91tOBfieO56a/JmQu2Xv0TfqLqLtl7Gy7Yc1pr5KUZaB75XVau0IRHTV4MyMNxFHl88mC0ydYVqwldfDDwBXaTvW0vvjeOSwCA7lJdIIJNjo57i1TWOM9+4kmTfvIXrTPWcIXejYFX7GDR1vVZH7W6yNGi7cetaL1BfaxFGlrQ+EqB/nCyaMdosW7HhvMRHfn2TH17TRp+MZ3YI7QBR2gWFUIIIYQQe0WLRyGEEEII0RgtHoUQQgghRGMOneaRPaYif8VgS1R7nP/8H7SS86ZjqQNbpUW6LtIpjGkv5pmLNtNTH/dCStYasRfY+kmqfMGbAgd+YjPTNY/cfsUo2HeZ/CQrpzN1l/g8KNuSbr8gPaLTvUV7kpPfWknpun29NwraYTrA7WVNbTomSdh41mtYuN1Z93LyEzbTzhJvqO1vbtKxD2pw3KadH2dwr9yGfl9z0k0GHp8OKseN4WhbZ+r6481yIp3mYSX3qCONvLapTV6Hk3mrJytq9qkGgIJ85txQ5L7mdOb+ouFx+wDnrtjJ/PQfXQZTkKazOm69YdO61Qn27zhurx/6ccZjgjW7vNf1aM73r8Exew7vXc17N7fWfT1G5A05Wpgz6c5l+wz4XcBlAMEc6vwnbV+IPBpbfR6cNrl+i32OPsYAqEoql2SjrImM9g9v8z7lpM09/YFL9gIqs7jit5OfkLcw+14OTpJ/6aN+cTHp0UTE2soG7wvWVnbJO7Lq2AbrXPQ+qts1jgCQe198tjm3+fRa9MujEEIIIYRojBaPQgghhBCiMVo8CiGEEEKIxmjxKIQQQgghGnPoAmZYfMrCW6DesJqDOdisOsqjqAm0YPE+UB80MSJRcDmIlLXTRdF8/87wPPj6kEsSUZOw2AWVBLgAIWfqzGX6PMZzfC8UhMPi7rp7BZAqe40PqrDp0XwQDFRjVu7LbHAS97kBlbsQXFLTxtwXqg5HLfk8Kwom4QA0F7gSdMmKtNd8/86kP2gfd03dmA1Mlbl/fOF+j068DMDtEpipc3Afm0mniT2h6vrJbDJnH3q5SobEbDw+9g+d+yc/Uw4IY+NkAGivUYRk1WTwbSuD+wx8gEf3CgVv0Bhpr/q+yIF5BbVpObDpyPS+7c6xxwsKnuyQ6ToHe2x8SHMqBV5w0E33sg8I4QA4nnf4vRYFzIzJOHw0O32Qcl+I6tru2H5aXKZgqmM2oCbP+v7EbTaZpX5OAVaROX5ryfbJ3KWxQAE0bCoOAOXadBPv1lr9riSZNgzA9nsrdv47on55FEIIIYQQjdHiUQghhBBCNEaLRyGEEEII0ZhDp3ksSD/A5qNAoIVjPR5vMB9pHmt0b06zFZ3PukjSitH+8hgN/Fqf9SZc9wn5+eY26xmDjdx7ZOJMmp5i3EA0xlXlS7ieXV8PNttlHVBr3V7Tsl7Hoflqwfob0lWN5m3FhoHWsOI2rDNA34XGrqL2yN1Iu0VGw6QZY/1mQcbErGUFvAbUPXs2VW+gB/aaxwYNwrfLelZKO33jlHo00qAeFkjzl2e8wTePRac1JN3XeNa/Nnge8rpJ+8Byp/7Vw+O9XAl2fHAX1TguU99rLdsOPDwRGKCTro1rPiGdYHvVd7DWKm3mMMcaUGq/YIjwPON0ki17QsHPYBzo5qg9OI+yT3kEY2dC8wprHMs+7xLg82iTBjaTBo/7V2Si7kzQaS2QBqTDDXS3DPd91muWVA+nK4cfCxXrJpetofdkzvfB8Rz3OqvPLNfJALwV1GMXusZp6JdHIYQQQgjRGC0ehRBCCCFEY7R4FEIIIYQQjTl0msdG1EiuEklD3Mbv8NqP4eJ0P7zI59F7UtLG9zPTy9zImHRBQzrMvo+t+l3YyzXWsFAZDaRHExKcTUhH6Xweg33ZJ2S7xfffXbLphYftzbevUGMAmJDH1vqtVhi4RnITrjcA/5WLNWNUbMmejQBK2ree7208X1MmvH6VNbMV30uXfB8DzePYWp85zWd7hR9cMDacrtSdYmAd5cZnNu3GD+VZBZriI6VtvBoknmP9FQDkkvSIXdKbrdgOPTlLExOAAeneug88ZcsdkiZrlgS5AAqn6bYdejJvrykGgYaP7jd3aVAUPLex1i7QAVN7sD6RtdmsgQSAFvkYcn9Oc/Z4ey3Q9AXjdTuDEzZTPj/0ZK3R7rOvY6STHi5M1yfyvBOOS6rbkPx1W316B60H/TiR5/GMbY+SfA7H5BPKGlEAaC2RHpGuaXGMRdc3KPf9kufQpy/ZPG455/JgXWl7ebp/azTOWf9cbRuDebzzpaB+eRRCCCGEEI3R4lEIIYQQQjRGi0chhBBCCNGYQ6d5ZC+sJvsQswaDvSJZwwV4HSTvxenqERh3scci+6sl1g12fB58TUlaMdaflCukvQm0hs5/sjN971K3xzKAXJDG0R0PyiW43NxnHYw93r5ojR7LS8suz7RIoj7SPE5IihW1D2uH6vbpDu/V9Q8ql/tt4K1Z9Hkv4Jpya/xMN8olX0e3Ly1d0MSykduQ/ReD8eXHZE25kZSXz9nKs172e3iZ1AtBea9d9qWL9hF3frK0T3C6bMdiNef3EWbfPd43mMutZvzgTORvNzhF5ZBG1+nzeC93AO0Vfh/QXteXbT1nz3ut9bhnBzRr2NinNHpfuPcSPUr2PmRvydaqN2UdLdoHNyFtpvNNdjkEY5PorNirikGw9zc962JCXojkFRlpL3lv69YqaWJJ87d2q7139g0GgFnS+7KmMVG9o3ehg/WJPfvSYU0tAJT0rsu0h3Zxac0eLwPt5Zge1PaxUqOnjdAvj0IIIYQQojFaPAohhBBCiMZo8SiEEEIIIRpz6DSPrJ+qvJ2Y02i4fXLZH6sdaHzIX5G1M6zzKgOdR+S7ZerFe5kO6/3w/DlUz2G9WCxVNb5c9VuVIo9Iw0P6zoqrEUkuatpnQtrLybzVsKQR6RsBTOZI48j7oXK1ojrQZwW1B/uERpo+bkMuh59rse5bmf0j+ZoWeUm2uA8Gt16xT+iIxZh0QdA+3F8mvGe723+9XsvrT5heZlTO1hhkzdpRgj3nACCx5yLtk4u2nSDdXsUAihF57M3T3ruXrtTWrRiSpyB5LhZUr8mCn9zLS6sm3Zq1c8LglO2M3UfJxy/Ym5i1c7x/sdP8Bf3Le5mSxo81Z0EXZT0i++C6850/pdfBsdZyTGW0MulOg3vrLNn2yZQna/j4XQn4/cN5325/vp9UO1f4nUy+hsfmbL2oGm3WSAJIfWtqXAxsf+I+yWVGOA9GHpOBdy63D2tivVdrEOyxRj6/2zSPVbnz3xH1y6MQQgghhGjMrhePKaU7U0r5Kv/9QXD+a1JK96WUVlNKF1JK96aU7thb9YUQ4sZAc6IQ4qiwH3+2/lUAv0Kfnd+eSCm9FsAvAfgwgB8GcAzADwF4f0rpq3POT+xDPYQQ4kZAc6IQ4lCzH4vHj+Sc/+PVDqaU2gB+GsDDAF6ec17Z/PxdAD4E4E0A3rAP9RBCiBsBzYlCiEPNvgTMpJR6AIqc81pw+BUAzgF409YkCQA55/tTSu8B8LqU0g/knGusRpvhTI0D/SobMDuDVvpj/njGC/qrIIjG5MEmr0HkhQusoLq2a0xhN7Kdfk571X5w/FNsEh5FTdgkB1q0SDAfBZ14s/bpbVwFPbG0WmV0l22DsQi9f9qKmSsygQW8EezMBZtne81WrH/CC4/rzLcL91yDAAPqp86s+DHbXmxCv3ERJSlYyonba8zNgSDoZpWN6+3xMBjImabzWKivhwui4TZuEPRytfEVjaP95oaZE9085Bt7dMJGXrQvWbN9NhBuL9HADKjIrLs4tmCrwUED8MEJ5foMZUoBEC2vusotMnGmwKvWGgVmPLVk0rOrwb2RsXo1bwN1iqGdZ8rAjLukwAq+/0xBSUXfB2/wOTyuJhQctHabrefqbd5UnQ28uxdtuZ0Ltvumoa9XReVGfWw7HAgFAInauDfmQB16bpf9sGqTCTYHbaGgACL2zL7in73buIOeG7cHP6ONjCmYrGNfduWMrWfUPq01238yBbjkns2z6vh68Cfb+1gUgFTHfgTM/H0A6wBWU0oPppT+0eY36y1euvnvfcG1HwBwAsDz6gpJKZ1LKX3N9v8A3LXXygshxD5zzedEzYdCiOvJXn55rAC8G8CvAfg8gLMA/hsA/xjAV6eUvi3nnAHcvnn+o0EeW5+dA/DJmvJeD+DNe6ivEEJcSw5yTtR8KIS4bux68ZhzfgjAN9LHb00p/Tw2JsxvAfCbALbM9qK/dWz9fcQb8nnuAfBO+uwuAG9rVGEhhLiGHPCcqPlQCHHduBYm4f8UGxPlN2NjotwSJwR23dj6Y3+kCzLknB8FfVNPgbaC9YysPwOACdWEdQ1OBxjJAmt0Hay3Cs+p03FRHqUzmvV6Tb4X1uct30laugUvAEsTNp+eLlJjk/WND4PPTCF0eiCgaJGpafeS7a6sXyzI4DoyVR8ukikumamyvrV/i6/XeK5Gi+qKrd90vhhTm7I3dzR6qNzjn7Lp1grrFbnevl7cx1ibyfrW6LnVEWkc3Tncp1iv2UB7yc9la1zzmDkA9n1ObDofooH5bxqRATFvkkC6rsgo2qnpuK8F5uSOZWvw3blE6+dHn7Rljk75PC5cNkl+wVWdY7aas6Q36/hX4mTG3h3rF52eMTB5BmmauQ0nC7aMquf1ieM50soNSH9HZbDR9rjnJ2rWjXOew1P2GUT3xuU6nella8SeI60q6RG5TcGG33PeIb3gfjqgFyhpD3tP2xdG+cQll+fk/NO2jN6dtowVe2+pDF6GPBYondvTnysQaE15rLM5edf3Y9ZJbtfiR7r8Oq6FSfiDm/9uvXYf2/z3XHDu1mfRn2+EEOIwoDlRCHGouBaLx+dv/rv1NfGDm/++LDj36wBcBvCZa1APIYS4EdCcKIQ4VOxlh5mzwWclgH+ymfzNzX/fC+BxAN+XUprfdu7dAF4J4N79sukRQojrheZEIcRRYS+ax3+TUjqNjejChwGcAfCdAF4M4Odyzr8NADnnUUrpBwHcC+B9KaV7ACwCeCM2von/xB7q4Jh0eXP0QKPBmj7Wl5HcJNJ11Wm9dqOqYo0W61Gie2FPKKe/44qwdiy6jxr5A+vRIg1bpp4V2FzWwp6DJflNlmRHx+0TaUQdNe3h9J6Aa1P2qKx9BoBr47o2zUVwL6x7qdPQsk6wgcyFNcPcPpPdfP1sMjhq6urGSqQxpnImm88p8hTdJ264OZG1ZJjxMsuSPQXpGu6baeIbuyCN2mTOe6wadqGxSrPW95G1YhsVoflwYHVtBevJyBuw6JNwGkDVsR6VrIGsSEvIGlIg0LevTfd9dC8leJ3k4Litx7hHHrUnbR6D44HH55yt+6TrtYTb6T3ttautddtm/E6quL0CL0TnBcvQcfccAaTLKybtvBBnbJ8sWBMZaIYT50F6TT4e6l0Z7vusiRz4Nk6kaXTaXG6/KqhHx+to98JeptF3APgeAN8P4CQ2ogQ/CuBvgyL+cs5vTymtA/gxAG/BRpTh7wD4kZzz43uogxBC3ChoThRCHAn2YtXzswB+dgfnvwMbk6sQQhw6NCcKIY4K1yJgRgghhBBCHFKunfrnOsE+j5GXHeuj+BT2aMyRVKBmf2Omib7M1Z1kHZEupM7X0e07XaOBBLy338LnbZr3nJ40aR+6/wn5Ka7d5isy6ZEXGu13zPt2c73DZ+L2Xbbp0Xy9IG/hczbN7eF0pJFskjV8LMWibX1X7qjfP5ypavYTj66v7aesRQzauPb+G3h8Ot9G1oyRNK3JHvZf6JNH6CtzJh/TtO4bKtpL1xyfpQEezUOkm+S9ctlPMa0ENpZtW47TAZKHHnvsAQB65Nu4Yr0jWxes5jOzDizwxXT7uVO9yrXh1ONAoJXjc1bq46PS2HouluukV6T9jVsDe7yz7O+tvWZvrneBBhZ1l3LFa0LLJdvGrOHjNi4aeI+CfEHzPOldA30iaxwZ99y4/4wD4XRdn2SN48jnkUhXm9kLsoH+1+lGyQeU9/6O4PXDdj2000Y34AhNo0IIIYQQYq9o8SiEEEIIIRqjxaMQQgghhGiMFo9CCCGEEKIxhy5ghoXzkYF1nWCfzZWjQBW+hgX+nEcTQX8qWNBq0+UwMDx3ATP2GjZNr1pUr0nQQDVtyGa1qUH78NcUdzwKvGDjbPZFJe02G9iyaB8ActsWvHbGGsdW5G3MdQBQH/DR5CtZnWF3g8AmH1Bl0/zs64K6wjzo2TYx0Hf3RubticXu0SzEfa4mMCz05r1aG+7CsP6mhYTwVddHt3GggRPfc+MGwQouiIaumSzYQJXEJscACg5g4DHBov4o0Ke0+abCBpnwvXK9inEQUMR9kZqj6toynTk/gkALNnHmews6NBuxuyCldZsuB/ZZt5f9ZFYM7f26gBgK9HHBMYAL+MhsRM9BJMG9ucClWW9mb85v+4mnWrDPmts8URCO6+ccyAIgUQAWm8rnLr0wWj6PyQLl4foxXRCsFfidy/3H3WsYUER12/5s60zaA/TLoxBCCCGEaIwWj0IIIYQQojFaPAohhBBCiMYcOs1jnXEy4HVdVYuP1xhrw+vNXJp0C86wGPA6QD5O9apageE5aRZZn8P31kjvVWPyXJHxOOsEo3PY9Lp/ylak6vqKlX2bx2ie8jhhj7fINDfq3KMFe876KXuz5MOLyYyv19JJ+1k5tPXoPs318vVIJetq7XFn3By4cdcZerNBPPeFyOCb4f7k6+mvYbP2OkP0aHxxP3UGt6T5CfYC8NrUzXSTOeKw4LR2gabP+QPz82J9XqBZS5RvRYbVaUCarFCkSsVQHhVoAojMyte9ibXJk27WaRyje3Mdifoe6zcDLSaPZ27TyQy/hFwWjvEcmYR37b05vX+DcVacYvNpe7wXSeSp7hXpJNtLtItCQNW291IERus7huqBEc0hbWrzQK+I4wsmyWbdTmvYt7pKINArDsgAne994o3GuU2LYWBovp1Idzshveb2LHmMN+AITaNCCCGEEGKvaPEohBBCCCEao8WjEEIIIYRozKHTPDp2bl/kPeQizeNOJQJBHnWaFKfNCp4WSxWcDo6Pc72DG8lUkVpPxqgtWEtDUqTuZdLjBfql0stHbBE17RXpqryW0CZZn9ha9/XiurLGr9XnQl0Wvtmdxo/SUR/kD9yztUnnYRl4gbk2q+vnDcbXjsdKlO9O02io+TrkpBp9FRBospjxzh+g01qS1jCsB/dH7ouk+8qsaQOQxnaSdH28xo8yztNOquy3yBrRou91l1UvEIZvrxb7mAbt43x/+6QzJY1zOSIvwOA5Vh1qU55D6Rr2ydzIxCZbq9P9KCNark25Uaf7c26cQ2mWTZKmMZr/HKy1pv7BfeP/b+/cgy2r6jv/+Z1zu/ve7samG0ywG1RGJygqEBMJmqCdKic1ok4iUxomMRYpHxlRDCRiwsQXTh4zJeSBFUcFS8ahMmIE0SSYijrgOBQIKki0RyL4GN400Dz63bfvmj/2Ovfu/dvr3L3OPefe87jfT9Wufffav732Wr+19u+us/dv/VbS39W1pbexdZub8bx5v+ScPFx9y37Itec1A715FEIIIYQQ2WjwKIQQQgghstHgUQghhBBCZDNxPo9NvmQDyXMp5OTh/RO921DCdaTl7dpaAAAgAElEQVQp1l8tvmTNUbD3ctXKkJGHL/vUrmbfOr92tV9X2VOLBZiMt1Y99v5e63ZVz7cSfpe12JkNsTWTvjVNOvN9oUE8he8b9bqkFhR3x05fyXil/bJMz1fG8uATT20921pQx0Rc2wZS/lG1Pu6Oa+dTPlnOn87HT/Sx//ya0pDhX+d9HJ2NSPn01cq+3vkvNtQdqL+mce1gh6oPa23dZeq+c77dav8vnM+jX8caEjbSxRJuuXK1MvwXa/GLvc+f92ck0R1cvw2uLyR9Lz1zLgajv6+/R8LP1PvZ+niL5uuW8h3MWRu+6bzPw+vYBbrNeqJbpTyX8BpRbx6FEEIIIUQ2GjwKIYQQQohsNHgUQgghhBDZaPAohBBCCCGymbwJM85fNTWZY67H2QdLChLuJysk/GhrbsMN5WofTCx27jKpBzh3jrQNE2xS5fBlb9WCzaYKXpU5tKEqs+fYqvTs+nrdfIDutbuqxxvvrVZmzZNVZ+6Ug/jap6qVObS+qrA9W6v3OLi5Xq7D66ppU3uq18w8XD2e2lvPw08g8u3i/eVzgoT7Pmku8HDrUO994bCLxVu7R6Jfm6tbU/B2H5S+EHLHPU4wSqV1skyVeVKp6To1WcEFsPZO/7XJCal+44Par1n8vUTSLruJKMEFsOag61h+hQTqkyJ8UGc/KWJ2o5/8Ui9X64DTR1h8EkVoT9czcXi7PLu5+qDNztT1Nze1+D+Ilpv8N+ts2+zm+r97/z/F2/Z9T6/OUjw80zxjzgcWn36kumpCSBgzP/kpNWGoIp/oX+Ym/5jrt7VA2nN+klJiIpiflOT6XK0c03Ud1yYl+QlqOZPJmibZ+Ocv0ZH9ZLKKPpoWCkigN49CCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsJs7nsfapP+U6keOytwJ4v596AOvFj3Py8HXzfm4p3yMfTLp9wJ1v8GmD5gDna56sFmzNU/VGmNpTPZ5+rFrYtburlZndUHX8OHREIoiw81lZ53wgeaCaR/tgwj9njS+7D8brFr5P9MF6AG/nR7nPn6/n0WvU61rbp3zGam5BPvD6EsrgXXqa/HeWQNJ/s3bfgd929DlQjbRva+uR9r1PlvkA1ol+4vH+ZHPeT9LboUPNQbAPrXd+cD5g9b56wGrbW/WvY73zP3R180GwQ8qv0PuNOx/ItvMRTQZRdwGp/V3WOn+06b3O6ELdR2/W+WI639XZLRuqxwl/xam91ftO7XyqclzNgaTvXXB9yg5531Sn43XOzxRoO39Wv3hDzVd1fb0f+7b07WBep75dfbmBOdd/wkz1vnPOL9dmmx3Ja8HI3fNV881MZuL04/07k7bdpZXrO9u7I3jfbx7NbIuZXWxmd5nZfjPbaWbXm9npTu4MM7vJzPaY2aNmdpWZPavf+wshxCghmyiEmHT6evMYDd0NwBrgCuCHwJHAScC2ktyZwOeA7wAXAJuA84AbzeznQwgP9lMOIYQYBWQThRCrgX4/W18J7AZeHkLYlRIwszXApcA9wOkhhN0x/UvAt4D3A+f0WQ4hhBgFZBOFEBPPkgePZvZy4JeA14UQdpnZWqAdQnDeWryC4hf3+ztGEiCEcLuZ3QCcZWbnhhAGEn1tzrlCpL7L132/Fs+zMaZjguDjLmXEofP+md6/bHY6EbupoWzez8vH4Ev50nn/w/YB52vk4zxmxMH0Po9rn3D33FtvBB+37MARVaXuP9L5Jx7yDqD1cnn/Lh/DcnpXNWFmZz2T2Q0ufpprl3pszUScR3ffVAzPMlN7EnHfam4/3u/MN767Punf5XJ0/Tjr2fF5LMe0PN8FU3ED/TMYy+HrNChG0iY6H79aAFHqflpza6sKau13RmKq3qChwdcry2/S+RJO7XM+a/4eqX7lfcF8/ZvKkCpnWNwnLbSq+gp1dzzmpp1foGuH1n7vSN5cjjDjYkMeOVM5PrSx+u+9Fm8QODxTlWlvqPr4eT9Bcz60QN2n0eUR1rpyeLtEvW3D4cV13jqY8Cv15s7V1/tmpvpxDR/n0ZWz7f0VE768/j7BXeNjkabwcTBbB6r9xftRmn9mod6npkrXtHs3iv2Y9TPifqeZfRnYD+w1sx1m9usluZfE/U2JPG4GNgPPbbqZmW0zs1PLG3BiH+UXQohBsmI2UfZQCDFM+vlsfULcf57iU8tvUEzOugD4jJmtCyF8Gtga5e5L5NFJ2wbc2XC/twIf6KO8QgixnKykTZQ9FEIMjX4Gj0fE/Q+AM0Io3oma2bXA3cCfmdmVwPool4g9QCeuwvrEOc9lwHUu7UTgU70UWgghlomVtImyh0KIodHP4LHjx3NFx0gChBAeNbMvAG8CfgbYG0+5VXIB6DhH7E2cqxBCuA/3S90SMadqfk4pty4fP9H7cXl3isTH/Vq+Db5iSdcwn9jkv5hwS2hcYtu5eQTX4u39ifiK3kNrOeLjuTxT/pytWedvUosl59aHbfBnLK5xCQ2+hnNr6+WaXVdN8+XIWj+8Rz/aqcQTMuuCsHkdtg803CTVrj229VyGBan124x71J9J7wPVXI5aWue+y7c0worZxFx7WIvLl/B7a++p+rHNuVh23nil1gD2fm8t5xpXXx+7+SGp+bl5P6+UP2PN39j5czrfLh+nr72/2ZfO+4TWipBI82VPO8EvcHhLLcJiLR6g1+nBI6vxEw86H/HU/4/WrJNxhV/7uPeZTazb7Xz2avEVXQzHsC7xsPp+Wvs/7teprmfhy37YrTPtfWp938jxM235uviYjQl/To/3qzXnv+ltHSR06nwvW1TLVfOhhXr9+oy3248ZvTfuH0ic66RtAe6Pf29LyHXSUp9vhBBinJBNFEKsCvoZPN4S98clzj0z7h8Gbo1/vzQhdxrwOHBXH+UQQohRQDZRCLEq6GfweC3wFPA7MSQFAGZ2HPCrwA9CCHcBX6P41f0WM9tYkjsZ2A5cNagwPUIIMURkE4UQq4Il+zzGOGbvBj5OsSrClRQzC99BsbrCO6PcITP7XeAq4OtmdhnwNOB84CHgov6qIIQQw0c2UQixWuhrhZkQwifM7BHgPcCfUrhW3wRcFEK4sST3t2a2D3gvcDHFLMMvA38QQkj5By29TD4waMqnurW4s3JtAfHUOwDvGOvjUztn1FBfC74e6Ng50vrA2slJFrXAz9Xj2fU+gHX1fGoiRssF2/YTMWxts479RB1frlqw7oR/r3e6z5qI0lCupqDqh9ZXLzq8LjFhphqLNzFhxrdjajKQy9Pp2OsrFUTcT+aZ3Vg9H1wQ8NoEmpxJO75/NQQeT6Y1zdtJnW9oa9+2qbZOBUXuJjsoRs0m1iYnpJzkfRDsQw0vPTMc7b3D/tz6qgFM3sPl297tZ934CTSJQMhuEk0tALPrV1N7qnm0n/CzBcH8fXyw7jX+Yc3oYH6yz8HqPaYerQfjDvuqZbM1VSM79fgRleN1R1Qnt6Qm+rRdO7Uf2105Dk88Wb0gEUTdNlQDA4T1blLNlFvM4WDC2HsOVWVqNjWh4zBT7WM+OHltgkwtg0TdfLBt1261oOmpgN8Ngetrk3BSQdR98HFXFzvogqynntG1/p9wqVypBSMa6Hd5QkII1wDXZMj9PfD3/d5PCCFGGdlEIcSks4y/wYUQQgghxKShwaMQQgghhMim78/WI0fGp/uaT0GjT1bCF2LWL27eu89AzffK+Skc9u5lCX+TWnByl0fLuWysdS4sKV9Dz2EXyjjH97AerH1x/SR91nzvdGX1dfN+ga3Zur582x92vpk130N3HjJ85hoCxgPMNXSXHL88H8zd69y3Uy3PDB/amt9grb8lsmjypfTXJPqTf+ZqPsRLCDy+GqkFMc7BBwX3bZEKhOz87/B+bTU/wVTE6sU7ffAB+2urOQA453Kfpzv0AZnnpuvO6eYCi9eCpPu+mahbzffS20Mf0HomUY4jnG/hYe8HV62L91+c8vKJctSCuR+1uXo8Va/bnKtvrf6+rrP1cnid+oD33qTU9Jm6rz/v/RV9n0zovJaH7/tTOaskLB6c25c7+b+yNmZxvr3+msT/rcUI7d7thN48CiGEEEKIbDR4FEIIIYQQ2Yz7Z+sZgP2PPdhfLksJJeKjnizh65D/5Fe7Ty2UTyKThs+Ivlz+02Xqs3XtPrXPWIlyOBpDqdQ+ySfK4b8ONRy3XYih1Bqhfm3fwz56gfs8kFoz2X9Ob2zH5GfZetpieSbXV/dRSFxb+7W9s9ZSX/zrSL0MS/lsXcukOY/UfaoX5N+uZC9mFpMbQ2YAdu97eCFlKZ/zvd2phRpJZOrSfCie2mfGVB/pElpp4Rr3fCc+f9Y+iR5ynwT9Pfxxal3hWfcg1UK++E+ZiU+q/nNwQzir5Prh3g2nKfSMD+eS89naf+b35Ux93nT1bfxEn9LxnKtvwuWoes96X6l9em1wj6m5o4Vmf6zGeyQvcsc174vFXXSARneL2jU9Pvclm5FtE8d98Hg8wL1fvWrY5RBCjB/HU6z2MikcD7Dj/31x2OUQQown2TbRQmIyyLhgZj8NvApYB3wM+G1gx1ALNRmcCHwK6XOQSKeDpR99zlAYyS+FEB4adMGGRcke/oiifupvg0PP7+CRTgfLitrEsX7zGCt5hZmdGpN2hBBuGWaZJoHSTDfpc0BIp4NlAPqcpDeOwII9BIir14D620DQ8zt4pNPBstI2URNmhBBCCCFENho8CiGEEEKIbDR4FEIIIYQQ2UzK4PE+4KK4F/0jfQ4e6XSwSJ+LI/0MFulz8Eing2VF9TnWs62FEEIIIcTKMilvHoUQQgghxAqgwaMQQgghhMhGg0chhBBCCJGNBo9CCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsNHgUQgghhBDZjO3g0cxaZna+mX3fzA6Y2T1m9mEzWz/sso0yZvZiM7vEzG4zs8fN7FEzu8nM3milldVL8mfE83ui7FVm9qxhlH2cMLNjon6DmZ2XOC+9NmBmW8zsYjO7y8z2m9lOM7vezE53ctIlsolLRTZx+ZE9HAyjZBOnBpnZCvMXwLuAzwOXAM8HzgNOMbNfCYp+3o33AP8GuAb4OLAOeAPwP4BfBt7cETSzM4HPAd8BLgA2Uej4RjP7+RDCgytb9LHir4B26oT02kw0dDcAa4ArgB8CRwInAdtKctLlArKJS0M2cfmRPeyTkbOJIYSx24AXAHPA1S79XCAAbxh2GUd1A34RmHZprdgpA/DCmLYGuBf4CbCxJHsKcBj46LDrMqob8Kqoo/dEnZ5XOie95unw68A/A5sXkZEuF+osm7h03ckmLq9+ZQ8Ho8eRsonj+tn6PwAG/KVLvwzYC7xxxUs0JoQQbgwh7Hdpc8DV8fCFcf8Kil8zl4cQdpdkb6cwqmeZWfKX5GomfiL8KEVfvCUhIr02YGYvB34JeF8IYZeZrTWzmYSodLmAbOISkU1cPmQPB8Mo2sRxHTy+hOJXdqUzRgNwezwveuPYuN8Z9x0d3pSQvRnYDDx3uQs1hnwQ2ABc2OW89NrMGXG/08y+DOwH9prZDjP79ZKcdLmAbOLgkU3snw8iezgIRs4mjuvgcSvwSAjhQOLcfcAx+rWSj5kdA7yV4lX312Py1ri/L3FJJ21b4tyqxcxOAs4HLggh7OoiJr02c0Lcfx6YBX4DeAuFvfqMmb0pnpcuF5BNHCCyif0jezhQRs4mjuuEmfVAykhCMSIHmAF2d5ERETObpnAU30ThF3UwnurM0Ezpeb+TWfWYWQv4BHBTCOG/LyIqvTZzRNz/ADgjRKcdM7sWuBv4MzO7EumyjGzigJBN7B/Zw4EzcjZxXN887qWYEZdiOu73rVBZxhYzW0MxK+s04D+GEL5SOr037lN6nnYyAs4Bfg54e4Oc9NpM59m9omMkAUIIjwJfoPh1/TNIl2VkEweAbOLAkD0cLCNnE8d18Hg/cLSZpRS0DXgwhHB4hcs0VpjZFPAZ4NXA74YQLnMi98d96hV3Jy31anzVYWabgD8B/gbYY2bPNrNnA8dEkS0xbQbpNYd74/6BxLlO2hakyzKyiX0imzgYZA+XhZGzieM6eLyVouynlhPj54ZTgG8Oo1DjQvR9uhI4E3h3COEjCbFb4/6liXOnAY8Ddy1PCceOzcDTgDcBPypt/zOef188fgXSaw6dSR/HJc49M+4fRrosI5vYB7KJA0X2cPCMnk0cduyiJcY7ehGLxzQ7a9hlHNWN4h/Mp6OeLlxEbg3FrxgfL+pkinhRHxt2XUZlo/Ah+bXE9t6o50/G45+SXrP0uRl4kmKW8NpS+nHAHuBf4rF0uVBn2cSl6042cbD6lD0cvE5HziZazHjsMLOPAO+kmH10HcVqCu8C/jfwyjCuFVtmzOwS4PcofqFcmhC5I4RwR5R9PXAVRaT6yyh+TZ5P0Ql/LoSQeoUuIma2HbgeOD+E8JeldOm1ATN7G8VqH9+keCO0AXgH8HTgNSGEf4py0mVENnFpyCauDLKH/TFyNnHYI+o+RuJt4PeBOylmFt0LXAxsGHbZRnljYdWEbtsHnfxrKOJD7QV2AZ8Fjh92PcZhA7bjVlSQXnvS35lRR3uAp4B/An5RuuyqL9nEpelNNnFl9Cx72L8OR8Ymju2bRyGEEEIIsfKM64QZIYQQQggxBDR4FEIIIYQQ2WjwKIQQQgghstHgUQghhBBCZKPBoxBCCCGEyEaDRyGEEEIIkY0Gj0IIIYQQIhsNHoUQQgghRDYaPAohhBBCiGw0eBRCCCGEENlo8CiEEEIIIbLR4FEIIYQQQmSjwaMQQgghhMhGg0chhBBCCJGNBo9CCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsNHgUQgghhBDZaPAohBBCCCGy0eBRCCGEEEJko8GjEEIIIYTIRoNHIYQQQgiRjQaPQgghhBAiGw0ehRBCCCFENho8CiGEEEKIbDR4FEIIIYQQ2WjwKIQQQgghstHgUQghhBBCZDM17AL0g5ltBE4cdjmEEGPJjhDC7mEXYlDIHgoh+iTbJo714JHCUH5j2IUQQowlvwDcMuxCDBDZQyFEP2TbxHEfPAJwQuvFbLKjsc5HeGuBWbG14t5aYIAZZq3ig70ZYNBaOFccx2tgIR8rpcXzwSxeV5LDSnlTyMB8WsDm5cN8eTvXM5/n/D6WIXTuMy9PlOvk6447si265hPK+3KelbwWl/HnQ6dRzF2zSJ6VukG6rl3kU/dY+Dss6GFeNtRk5vOM11tZbuHqeK60L93PLMQm7OQfYrN29lHcwsJG9bqiu4b5v81C6TjELlSkdfJqFT2KVke2k2bQYm7+uuLcHO143865NqW84rWteL82c5hB2+YwQrx2jjYL92nZXNwX+bTo3CNeH69rMRfzn6MVy9aymFeULbpqcX2RV1i4plNHQryGhb1BC4syFv+2eZ+clhlGq0gz41u3HeRdf7STSeUE+1k2tY4CWoVN7GYPoXeb2M0eQm82cTF7SPn6DJvYzR7i0hpsYjd7CL3bxK72kGq+OTaxmz1slPfXdLOHtTLl2MQu9rCUV45N7GYPi2x6s4nd7CHQs03sZg+J5c61id3sIdCzTexmD4GebKK3hy1a3Hrb/p5t4kQMHjfZFja1jsLmjVhr3thZKxrO+X3HUJYMYKtkXMsG1uXlz5eNYGfzabXB47xxjcZy3niVDGSrbDDLMrHCLWfwvAEsH7fS6VA3PAt7qxynZRbOVfKi+zVNeaaM5eLyoWveRduVjKWVjGVZrmwo5w2hkytKUjeWJdl5Q1k6v2AMFwxiy0IlrTbgswXDVTZg83+XBo+tskEpb/Npc7XjBSNUnOsMHuePSwO9dmcfjWHbFoxbdT83X6Y2c1X5aPja84Zxbv4e7c61UbbNQnqRV5gvx8LfIf4dz1MYynY0jO1oKNvRWDKfVhjLthV/TTJPYwub7CiwVmETu9lD6N0mdrOHMa9sm9jNHs7n05HPsInd7CGJtEVsYlcbR+82sas9pLtso81kEbubYxO72UPKMmTaxLQ97HSpXJvYzR4CPdvEbvawk1cvNrGbPQR6sond7CHQs03sZg+LvPJt4qDs4WRbUSGEEEIIMVA0eBRCCCGEENlo8CiEEEIIIbLR4FEIIYQQQmSjwaMQQgghhMhGg0chhBBCCJGNBo9CCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsNHgUQgghhBDZTMTyhE+Ex2CusxgZxRJaIa6p1NnPaW3r5PKE+CWstLZ1fR1X0NrWk7W29STzJI9hwSBEm9jNHkLvNrGbPYTebKLWtnblq+apta17t4la27q/ta17ZSIGj3fOfbv44/BwyyGEEMPmznDbgi2UTRRCLAMWQmiWGlHMbCNw4oCyOxH4FPDbwI4B5TnpSGe9I531znLpbEcIYfcA8xsqA7aHy4H6/mCRPgfPatdptk0c6zePsZK3DCIvs/n38TtCCAPJc9KRznpHOusd6SyPQdrD5UDtOFikz8EjneajCTNCCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsNHhc4D7gorgXeUhnvSOd9Y50NhmoHQeL9Dl4pNNMxnq2tRBCCCGEWFn05lEIIYQQQmSjwaMQQgghhMhGg0chhBBCCJGNBo9CCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsRn7waGbrzOw/m9mPzGy/md1lZheaWfa63Ga2ycw+Ymb3xzy+a2a/00W2ZWbnm9n3zeyAmd1jZh82s/Vd5M8ws5vMbI+ZPWpmV5nZs7rInmBm15rZLjPbbWZfM7PtCbmzzSx02f641zIm8u9Jp2b2JjO7Pco+aGafMLOjusieZmZfMbOnzOwJM7vOzE7qIrvVzD5tZjvNbJ+Z3Wpm/34QZU5cv6p0ZmbbF+lDV2bWeex1Fp+5i83sBjN7Mtb/vEGVeRyYhHaMsitmL5pYbTo1s41m9gEz+zsr/o8GM7s2p665rEKdbjez/2Zm37NiPPCgmV1vZq/Oqe/QCSGM9AZcCwTgk8Bb4j4Al2devxa4BTgE/DnwVuCamMd7E/J/Fc9dE2X/PF77ZWJczJLsmcAccBtwDnAh8BBwL3CMk30O8Gg8f2GUvy3m/ctO9uxYhj8B3ui2k3spY786Bc6P524A3gZ8CNgN3AGsd7KnAfuBu+N158e/nwROdLJbgB/GvD4U874h3uu3lqEfrCqdAdtj+scTfehlq0hnZ1M8o/8CfC3e47zlsjejuE1IO66ovZBOa/bk2TH9fuDv4t/Xqp/2pdObKcYKl8b6vhv4XpR930rbiZ7ba9gFaOgMr4qKvMSlXxLTT83I4+1R9lyXfjVwADi2lPYCin80VzvZc2MebyilrYkN/xNgYyn9FOAw8FGXx1Ux/ZRS2sZ4/fec7NnxftsT9ckuY786BY4G9lAMvtul9NdG2fe4PL4RH6htpbRtMe06J/tfYx6vLaW14712lh/gfvvBKtXZ9ih79hKfvUnR2RZgk9NJcvDYbz8bxW2C2nHF7IV0mtTpOpfnQAePq1Sn28v3j2kzwJ3AQWDzoPS7HNvQC9DQIa6MDXGcSz8upl+akcf/iR1l2qWfHvP4vVLaH8e0053sdMzji6W0V9LlFwLwVeCxTscANlD8cvlqQvZ9MZ8Xl9LOjmnbgSOANUspY786pfj1Fkj/sr8buKN0/Nwo+8mE7CcpBs5PL6XdA9yVkP2tmM+Zg+oHq1Rn22Pa2bH/revx2ZsInbnzHZ10Gzz2bW9GbZuUduyx7y9rO65GnSZkAoMdPK56nZZkOwPe0wal3+XYRt3n8SXAfSGEe8qJ8fj+eL4rZtYCXgzcFkLY707fQvFLp5zHS2LaLe5++4HbE7IANyVufTOwmaLjAZxE8cutm2w5vzJfpPh1c8DMvm1mb+ixjCl60WlTHV9gZjOZsp22wMyeARzLQt29bDm/XsucYjXqrMOlFJ9Q9kdfonMSMinGXmdLoN9+NoqMfTsOwV40sRp1utxIpwscG/c7M2SHxqgPHrfSfYHy+yheHS/GZorXwLU8QggHKHwQy3lsBR6J51L3O8bM2iXZTnpKllLevcgC7AX+BjgP+HcUPhabKD59n9RDGVP0otOmcreAZ2TKwtL10W8/6KVdu10/bjo7RPHj4wKKPnQOsA/4azO7NJGHZxJ01iv99rNRZBLacaXtRROrUafLjXQKmNmLgNcBN4cQ7l5MdtisyAzCOFvqV3LlQwidWVzrKfwSU+yP5xejcz43j6b7QTEY3d2Qd0d2vdvnyBJC+Czw2bKQmV1O8QvsORS/pHLKmKIXnS5XHXvSB4PpB7ntupTrR05nIYQbgV8tC5nZJ4DrgXPN7PIQwh2JvDpMgs56pd9+NopMQjuutL1oYjXqdLlZ9TqNM72vAWYpJtCMNCsVfuKngM/3IG9xv5fic2+K6Xh+MTrnc/PYS1HWbrJQvL1pynvayfQimySEsMfM/gL4a4qJNjllTNGLTsvl9nn2U8de9TGIfpDbrt2uHzed1QghHDaz/0Lh7/tvKWYWdmMSdNYr/fazUWQS2nGl7UUTq1Gny82q1qmZPQ34R+CZwOtCCN9NyY0SK/XZ+j7g+T1sHe6n+2vebXR/Td1hF0XnqOVhZuuAo1we9wNHx3Op+z0YQjhcku2kp2Qp5d2L7GL8JO6fllnGFL3otKncc8ADmbKwdH302w96addu14+bzrrR6UNHN8hNgs56pd9+NopMQjuutL1oYjXqdLlZtTo1s43AlygitZwVQrgucf3IsSKDxxDCoRDC93O30qW3AtvM7LhyfvF4K/DNhvvOAd8GftbMpt3pUynqX87j1ph2qrvfNEXDelmAlyZufRrwOHBXPP5nilfZ3WRpqkvkX3eKlFnGFL3otKmOO0II+zJlO21BCOEBiofotC6yJMqx5H5Ab+3a7fpx01k3On3ooQa5sdfZEui3n40iY9+OQ7AXTaxGnS43qxLVtYYAAAMnSURBVFKn0aXvH4BfAH4zhNDLF9rhMuzp3ottwKtZPHbTaS79ecBzXNo76B7n8SDwzFLai1g81tRZpbQ1FL80fJzHkymm73/M5fG3Mf3kUlonzuP/dbI/ndDFURRhAPb2UMbnAM9bqk6Bp8f7fYN0PKw/dHncSjE7fGspbWtM+0cn+2G6x8N6FNiw1H6Q0F0v7TopOkv1oRngW7EfPs+fn0Sdueu2s3ionr762Shuk9KOPfb9ZW3H1ajThA4Cgw3Vs+p0SvEp+ysU9vg3B6XLldqGXoCMTtWJZn858Oa4D8CnErIB+LFLW0sx2j8UO9JbWFhh5gOJPD4Sz10TZS+J136V+gozr6e6wswfUrzRuR94hpN9LkXsx4eiXHmFmVc62Z3A54D/FMvwp8DD8V5vzi0j8GMg9KnT34/nrqeIln8RhdPyd6lH4n8ZxRvWuylmip8X/34KeKGTPSqW76mY59viPQKJwNa9lLlLP1pVOqP4Nfwl4P2xvh+kWPkgAB9aRTrbBLw3bp0VJ/6hlHbSIPvZKG4T0o4rai+k06RO31l6bgKwo3T82lzdSafzslezYI/8KmBvBP7VMOxFdnsNuwAZHWqaYpm+n5Qa8I8oBc4uydYGjzH9SIqJJg/EPL4HvL3L/dqxY90ZZe8FLqbLrzDgNRQxnPZS+Fh+Fji+i+zzgS9QfNLeA3wdtzRhlLuE4g3Ro/HheZgi7MoreinjIg9Ztk6j/NnAdyhmjD0cH8pugZhfBvyv+CA+SfTl6CK7jSK46yMx728Cr++3H/TTrpOiM+APKGKT7Yx9aBfFr9xf6+HZG3udsbCsWrft7EH2s1HcJqEde+n7K9GOq1SnP17kObpCOu1Npw36TA7gR2mzWAkhhBBCCCEaGfUg4UIIIYQQYoTQ4FEIIYQQQmSjwaMQQgghhMhGg0chhBBCCJGNBo9CCCGEECIbDR6FEEIIIUQ2GjwKIYQQQohsNHgUQgghhBDZaPAohBBCCCGy0eBRCCGEEEJko8GjEEIIIYTIRoNHIYQQQgiRjQaPQgghhBAiGw0ehRBCCCFENho8CiGEEEKIbP4/WMOlGdRDk5YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 768x512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(10):\n",
    "    recon = tike.tike.admm(obj=recon, voxelsize=voxelsize,\n",
    "                 data=data,\n",
    "                 probe=probe, theta=theta, scan=scan, energy=energy,\n",
    "                 num_iter=5,\n",
    "                 rho=0.5,\n",
    "                )\n",
    "    tike.view.plot_complex(recon[:, len(recon)//2, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((-6.249845e-05-1.9926415e-06j), (0.00013293717+2.6489479e-05j))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(recon), np.max(recon)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:ptychocg]",
   "language": "python",
   "name": "conda-env-ptychocg-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
